---
---
library_name: transformers
pipeline_tag: text-generation
base_model: microsoft/phi-2
tags:
- causal-lm
- phi2
- sft
---

pipeline_tag: text-generation
base_model: microsoft/phi-2
tags:
- phi-2
- lora-merged
- text-generation
- hotel-concierge
license: other   # phi-2 has its own license; see Links below
---

# Phi-2 Hotel Concierge — Fine-Tuned (Merged)

**Author/Maintainer:** @Amey9766  
**Base model:** `microsoft/phi-2` (Microsoft)  
**Summary:** This repository provides merged weights of a phi-2 model fine-tuned via (Q)LoRA on a hotel-concierge style dataset for helpful, concise Q&A.

> **Attribution & License**  
> - The underlying model is **`microsoft/phi-2`** (© Microsoft) and is subject to its license/terms.  
> - This repo contains **fine-tuned weights produced by @Amey9766**. Any additional license you apply here covers *only* your fine-tuned deltas/merged weights and does **not** replace or override the base model license.  
> - Users must comply with **both** the base model’s license and any license for these weights.

## Intended Use
- Hotel-concierge style assistance: check-in/out, amenities, local tips, transport, etc.  
- Not for medical, legal, or safety-critical advice.

## Limitations & Risks
- May hallucinate or produce outdated information.
- No browsing or live data.
- English-centric; other languages may degrade.

## Training (high-level)
- Method: (Q)LoRA → merged with base using `merge_and_unload`.
- Data: curated hotel-concierge Q&A prompts (brief notes).
- Example hyperparams: (epochs/steps/lr etc., if you want to disclose).

## Inference
```python
from huggingface_hub import InferenceClient
client = InferenceClient("Amey9766/phi2-fine-tuned-hotel-concierge-merged")
prompt = "<|system|>: You are a hotel concierge.\n<|user|>: Do you have late checkout?\n<|assistant|>:"
print(client.text_generation(prompt, max_new_tokens=200, temperature=0.7))
```

## Acknowledgements
- Microsoft for `microsoft/phi-2`.
- TRL / PEFT / Transformers for fine-tuning tools.

## Links
- Base model: https://huggingface.co/microsoft/phi-2
- Base model license/terms: see model card above.